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Written by Teemu Roos on 2024-11-16 at 21:37

📣 For anyone interested in vector search for applications such as RAG, you may find this library related to our NeurIPS-2024 paper useful:

LoRANN – Approximate nearest neighbor (ANN) search using reduced-rank regression

• Lightweight C++ library with Python bindings

• Speed matching SOTA but with tiny memory footprint

• Optimized for embeddings

• GPU support

[#]NeurIPS2024

https://github.com/ejaasaari/lorann

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Written by Teemu Roos on 2024-11-16 at 21:39

The paper contains extensive empirical evaluations demonstrating state-of-the-art performance:

Jääsaari, E., Hyvönen, V., & Roos, T. (2024). LoRANN: Low-Rank Matrix Factorization for Approximate Nearest Neighbor Search. Advances in Neural Information Processing Systems 37 (NeurIPS-2024).

https://arxiv.org/abs/2410.18926

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